{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8067a7d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\liangcheng\\AppData\\Local\\Temp\\ipykernel_20980\\3582752841.py:14: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
      "  df['is_prev_valid'] = df['is_valid'].shift(1).fillna(False)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import norm\n",
    "\n",
    "# 读取数据\n",
    "file_path = \"../../../data/恒生医疗ETF_159506_5分_20240601_20250606.csv\"\n",
    "df = pd.read_csv(file_path, encoding='utf-8')\n",
    "df.columns = [col.strip() for col in df.columns]\n",
    "\n",
    "# 计算涨幅\n",
    "df['change_pct'] = (df['收盘'] - df['开盘']) / df['开盘']\n",
    "df['is_valid'] = (df['change_pct'] > 0.005) & (df['change_pct'] < 0.01)\n",
    "df['is_prev_valid'] = df['is_valid'].shift(1).fillna(False)\n",
    "df['is_selected'] = df['is_valid'] & (~df['is_prev_valid'])\n",
    "selected_indices = df.index[df['is_selected']].tolist()\n",
    "\n",
    "future_bars = [1, 2, 3, 5, 8, 13, 21]\n",
    "type1_returns = {n: [] for n in future_bars}\n",
    "type2_returns = {n: [] for n in future_bars}\n",
    "\n",
    "for n in future_bars:\n",
    "    for idx in selected_indices:\n",
    "        if idx + n >= len(df):\n",
    "            continue\n",
    "\n",
    "        future = df.loc[idx + 1: idx + n]\n",
    "        base = df.loc[idx, '收盘']\n",
    "        highs = future['最高'].values\n",
    "        lows = future['最低'].values\n",
    "\n",
    "        ever_below_cost = np.any(lows < base)\n",
    "\n",
    "        if not ever_below_cost:\n",
    "            # 路径1：从未跌破成本价\n",
    "            max_up = highs.max() - base\n",
    "            type1_returns[n].append(max_up / base)\n",
    "        else:\n",
    "            # 路径2：曾跌破成本价\n",
    "            # 找先跌破成本的点之后的最低点与最高点\n",
    "            drop_idx = np.argmax(lows < base)  # 第一次跌破的索引\n",
    "            min_low = lows[drop_idx:].min()\n",
    "            max_high = highs[drop_idx:].max()\n",
    "            type2_returns[n].append((max_high - min_low) / base)\n",
    "\n",
    "# 画图\n",
    "def plot_dist(data_dict, title_prefix):\n",
    "    num_cols = 3\n",
    "    num_rows = (len(future_bars) + num_cols - 1) // num_cols\n",
    "    fig, axes = plt.subplots(num_rows, num_cols, figsize=(18, 4 * num_rows))\n",
    "\n",
    "    for i, n in enumerate(future_bars):\n",
    "        row, col = divmod(i, num_cols)\n",
    "        ax = axes[row][col] if num_rows > 1 else axes[col]\n",
    "        data = data_dict[n]\n",
    "        if len(data) == 0:\n",
    "            ax.set_title(f'{title_prefix} - {n}根（无数据）')\n",
    "            ax.axis('off')\n",
    "            continue\n",
    "        mu, std = norm.fit(data)\n",
    "        x = np.linspace(min(data), max(data), 100)\n",
    "        ax.hist(data, bins=20, density=True, alpha=0.6, color='orange', edgecolor='k')\n",
    "        ax.plot(x, norm.pdf(x, mu, std), 'b-', lw=2, label=f'N({mu:.4f}, {std:.4f})')\n",
    "        ax.set_title(f'{title_prefix} - {n}根套利分布')\n",
    "        ax.legend()\n",
    "        ax.grid(True)\n",
    "\n",
    "    for j in range(i + 1, num_rows * num_cols):\n",
    "        row, col = divmod(j, num_cols)\n",
    "        ax = axes[row][col] if num_rows > 1 else axes[col]\n",
    "        ax.axis('off')\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# 绘制路径1 和 路径2\n",
    "plot_dist(type1_returns, '路径1（未破位）')\n",
    "plot_dist(type2_returns, '路径2（曾破位）')\n"
   ]
  }
 ],
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   "display_name": "Python 3",
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